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Single-Cell Discovery and Multiomic Characterization of Therapeutic Targets in Multiple Myeloma
Multiple myeloma (MM) is a highly refractory hematologic cancer. Targeted immunotherapy has shown promise in MM but remains hindered by the challenge of identifying specific yet broadly representative tumor markers. We analyzed 53 bone marrow (BM) aspirates from 41 MM patients using an unbiased, hig...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for Cancer Research
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102848/ https://www.ncbi.nlm.nih.gov/pubmed/36779841 http://dx.doi.org/10.1158/0008-5472.CAN-22-1769 |
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author | Yao, Lijun Wang, Julia T. Jayasinghe, Reyka G. O'Neal, Julie Tsai, Chia-Feng Rettig, Michael P. Song, Yizhe Liu, Ruiyang Zhao, Yanyan Ibrahim, Omar M. Fiala, Mark A. Fortier, Julie M. Chen, Siqi Gehrs, Leah Rodrigues, Fernanda Martins Wendl, Michael C. Kohnen, Daniel Shinkle, Andrew Cao, Song Foltz, Steven M. Zhou, Daniel Cui Storrs, Erik Wyczalkowski, Matthew A. Mani, Smrithi Goldsmith, Scott R. Zhu, Ying Hamilton, Mark Liu, Tao Chen, Feng Vij, Ravi Ding, Li DiPersio, John F. |
author_facet | Yao, Lijun Wang, Julia T. Jayasinghe, Reyka G. O'Neal, Julie Tsai, Chia-Feng Rettig, Michael P. Song, Yizhe Liu, Ruiyang Zhao, Yanyan Ibrahim, Omar M. Fiala, Mark A. Fortier, Julie M. Chen, Siqi Gehrs, Leah Rodrigues, Fernanda Martins Wendl, Michael C. Kohnen, Daniel Shinkle, Andrew Cao, Song Foltz, Steven M. Zhou, Daniel Cui Storrs, Erik Wyczalkowski, Matthew A. Mani, Smrithi Goldsmith, Scott R. Zhu, Ying Hamilton, Mark Liu, Tao Chen, Feng Vij, Ravi Ding, Li DiPersio, John F. |
author_sort | Yao, Lijun |
collection | PubMed |
description | Multiple myeloma (MM) is a highly refractory hematologic cancer. Targeted immunotherapy has shown promise in MM but remains hindered by the challenge of identifying specific yet broadly representative tumor markers. We analyzed 53 bone marrow (BM) aspirates from 41 MM patients using an unbiased, high-throughput pipeline for therapeutic target discovery via single-cell transcriptomic profiling, yielding 38 MM marker genes encoding cell-surface proteins and 15 encoding intracellular proteins. Of these, 20 candidate genes were highlighted that are not yet under clinical study, 11 of which were previously uncharacterized as therapeutic targets. The findings were cross-validated using bulk RNA sequencing, flow cytometry, and proteomic mass spectrometry of MM cell lines and patient BM, demonstrating high overall concordance across data types. Independent discovery using bulk RNA sequencing reiterated top candidates, further affirming the ability of single-cell transcriptomics to accurately capture marker expression despite limitations in sample size or sequencing depth. Target dynamics and heterogeneity were further examined using both transcriptomic and immuno-imaging methods. In summary, this study presents a robust and broadly applicable strategy for identifying tumor markers to better inform the development of targeted cancer therapy. SIGNIFICANCE: Single-cell transcriptomic profiling and multiomic cross-validation to uncover therapeutic targets identifies 38 myeloma marker genes, including 11 transcribing surface proteins with previously uncharacterized potential for targeted antitumor therapy. |
format | Online Article Text |
id | pubmed-10102848 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Association for Cancer Research |
record_format | MEDLINE/PubMed |
spelling | pubmed-101028482023-04-15 Single-Cell Discovery and Multiomic Characterization of Therapeutic Targets in Multiple Myeloma Yao, Lijun Wang, Julia T. Jayasinghe, Reyka G. O'Neal, Julie Tsai, Chia-Feng Rettig, Michael P. Song, Yizhe Liu, Ruiyang Zhao, Yanyan Ibrahim, Omar M. Fiala, Mark A. Fortier, Julie M. Chen, Siqi Gehrs, Leah Rodrigues, Fernanda Martins Wendl, Michael C. Kohnen, Daniel Shinkle, Andrew Cao, Song Foltz, Steven M. Zhou, Daniel Cui Storrs, Erik Wyczalkowski, Matthew A. Mani, Smrithi Goldsmith, Scott R. Zhu, Ying Hamilton, Mark Liu, Tao Chen, Feng Vij, Ravi Ding, Li DiPersio, John F. Cancer Res Genome and Epigenome Multiple myeloma (MM) is a highly refractory hematologic cancer. Targeted immunotherapy has shown promise in MM but remains hindered by the challenge of identifying specific yet broadly representative tumor markers. We analyzed 53 bone marrow (BM) aspirates from 41 MM patients using an unbiased, high-throughput pipeline for therapeutic target discovery via single-cell transcriptomic profiling, yielding 38 MM marker genes encoding cell-surface proteins and 15 encoding intracellular proteins. Of these, 20 candidate genes were highlighted that are not yet under clinical study, 11 of which were previously uncharacterized as therapeutic targets. The findings were cross-validated using bulk RNA sequencing, flow cytometry, and proteomic mass spectrometry of MM cell lines and patient BM, demonstrating high overall concordance across data types. Independent discovery using bulk RNA sequencing reiterated top candidates, further affirming the ability of single-cell transcriptomics to accurately capture marker expression despite limitations in sample size or sequencing depth. Target dynamics and heterogeneity were further examined using both transcriptomic and immuno-imaging methods. In summary, this study presents a robust and broadly applicable strategy for identifying tumor markers to better inform the development of targeted cancer therapy. SIGNIFICANCE: Single-cell transcriptomic profiling and multiomic cross-validation to uncover therapeutic targets identifies 38 myeloma marker genes, including 11 transcribing surface proteins with previously uncharacterized potential for targeted antitumor therapy. American Association for Cancer Research 2023-04-14 2023-02-13 /pmc/articles/PMC10102848/ /pubmed/36779841 http://dx.doi.org/10.1158/0008-5472.CAN-22-1769 Text en ©2023 The Authors; Published by the American Association for Cancer Research https://creativecommons.org/licenses/by-nc-nd/4.0/This open access article is distributed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) license. |
spellingShingle | Genome and Epigenome Yao, Lijun Wang, Julia T. Jayasinghe, Reyka G. O'Neal, Julie Tsai, Chia-Feng Rettig, Michael P. Song, Yizhe Liu, Ruiyang Zhao, Yanyan Ibrahim, Omar M. Fiala, Mark A. Fortier, Julie M. Chen, Siqi Gehrs, Leah Rodrigues, Fernanda Martins Wendl, Michael C. Kohnen, Daniel Shinkle, Andrew Cao, Song Foltz, Steven M. Zhou, Daniel Cui Storrs, Erik Wyczalkowski, Matthew A. Mani, Smrithi Goldsmith, Scott R. Zhu, Ying Hamilton, Mark Liu, Tao Chen, Feng Vij, Ravi Ding, Li DiPersio, John F. Single-Cell Discovery and Multiomic Characterization of Therapeutic Targets in Multiple Myeloma |
title | Single-Cell Discovery and Multiomic Characterization of Therapeutic Targets in Multiple Myeloma |
title_full | Single-Cell Discovery and Multiomic Characterization of Therapeutic Targets in Multiple Myeloma |
title_fullStr | Single-Cell Discovery and Multiomic Characterization of Therapeutic Targets in Multiple Myeloma |
title_full_unstemmed | Single-Cell Discovery and Multiomic Characterization of Therapeutic Targets in Multiple Myeloma |
title_short | Single-Cell Discovery and Multiomic Characterization of Therapeutic Targets in Multiple Myeloma |
title_sort | single-cell discovery and multiomic characterization of therapeutic targets in multiple myeloma |
topic | Genome and Epigenome |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102848/ https://www.ncbi.nlm.nih.gov/pubmed/36779841 http://dx.doi.org/10.1158/0008-5472.CAN-22-1769 |
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